{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Predicting the loan default risk of Czech bank customers using getML\n",
    "\n",
    "### Introduction to relational learning with getML\n",
    "\n",
    "This notebook demonstrates the application of our relational learning algorithm to predict if a customer of a bank will default on his loan. We train the predictor on customer metadata, transaction history, as well as other successful and unsuccessful loans.\n",
    "\n",
    "Summary:\n",
    "\n",
    "- Prediction type: __Binary classification__\n",
    "- Domain: __Finance__\n",
    "- Prediction target: __Loan default__\n",
    "- Source data: __8 tables, 78.8 MB__\n",
    "- Population size: __682__\n",
    "\n",
    "_Author: Dr. Johannes King, Dr. Patrick Urbanke_"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Background\n",
    "\n",
    "This notebook features a textbook example of predictive analytics applied to the financial sector. A loan is the lending of money to companies or individuals. Banks grant loans in exchange for the promise of repayment. Loan default is defined as the failure to meet this legal obligation, for example, when a home buyer fails to make a mortgage payment. A bank needs to estimate the risk it carries when granting loans to potentially non-performing customers.\n",
    "\n",
    "The analysis is based on the [financial](https://relational.fit.cvut.cz/dataset/Financial) dataset from the [the CTU Prague Relational Learning Repository](https://arxiv.org/abs/1511.03086) (Motl and Schulte, 2015)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### A web frontend for getML\n",
    "\n",
    "The getML monitor is a frontend built to support your work with getML. The getML monitor displays information such as the imported data frames, trained pipelines and allows easy data and feature exploration. You can launch the getML monitor [here](http://localhost:1709)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Where is this running?\n",
    "\n",
    "Your getML live session is running inside a docker container on [mybinder.org](https://mybinder.org/), a service built by the Jupyter community and funded by Google Cloud, OVH, GESIS Notebooks and the Turing Institute. As it is a free service, this session will shut down after 10 minutes of inactivity."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's get started with the analysis and set-up your session:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "getML engine is already running.\n",
      "Loading pipelines... 100% |██████████| [elapsed: 00:00, remaining: 00:00]          \n",
      "\n",
      "Connected to project 'loans'\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from IPython.display import Image, Markdown\n",
    "\n",
    "%matplotlib inline\n",
    "\n",
    "import getml\n",
    "\n",
    "getml.engine.launch()\n",
    "getml.engine.set_project(\"loans\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Loading data\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.1 Download from source\n",
    "\n",
    "Downloading the raw data from the CTU Prague Relational Learning Repository into a prediction ready format takes time. To get to the getML model building as fast as possible, we prepared the data for you and excluded the code from this notebook. It will be made available in a future version."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Loading population_train...\n",
      " 100% |██████████| [elapsed: 00:00, remaining: 00:00]          \n",
      "\n",
      "Loading population_test...\n",
      " 100% |██████████| [elapsed: 00:00, remaining: 00:00]          \n",
      "\n",
      "Loading order...\n",
      " 100% |██████████| [elapsed: 00:00, remaining: 00:00]          \n",
      "\n",
      "Loading trans...\n",
      " 100% |██████████| [elapsed: 00:05, remaining: 00:00]          \n",
      "\n",
      "Loading meta...\n",
      " 100% |██████████| [elapsed: 00:00, remaining: 00:00]          \n"
     ]
    }
   ],
   "source": [
    "population_train, population_test, order, trans, meta = getml.datasets.load_loans(roles=True, units=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.2 Prepare data for getML\n",
    "\n",
    "The `getml.datasets.load_loans` method took care of the entire data lifting:\n",
    "* Downloads csv's from our servers in python\n",
    "* Converts csv's to getML [DataFrames]()\n",
    "* Sets [roles]() to columns inside getML DataFrames\n",
    "\n",
    "The only thing left is to set [units]() to columns that the relational learning algorithm is allowed to compare to each other."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Population table\n",
    "\n",
    "- Information on the loan itself (duration, amount, date, ...)\n",
    "- Geo-information about the branch where the loans was granted (A**)\n",
    "- Column `status` contains binary target. Levels [A, C] := _loan paid back_ and [B, D] := _loan default_;\n",
    "  we recoded status to our binary target: `default`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "population_train.set_role(\"date_loan\", \"time_stamp\")\n",
    "population_test.set_role(\"date_loan\", \"time_stamp\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "tags": []
   },
   "outputs": [
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       "              \n",
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       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1997</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">C</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>3</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">1997-08-10</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">97</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align target\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">POPLATEK MESICNE</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">12</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">8573</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">102876</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">4986</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">74</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1996</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">A</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>4</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">1996-11-06</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">132</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align target\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">POPLATEK PO OBRATU</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">12</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">7370</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">88440</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">4996</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">40</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1996</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">A</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th></th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align target\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>218</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">1995-12-04</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">11042</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align target\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">POPLATEK MESICNE</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">36</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">6032</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">217152</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">7243</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">72</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1995</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">A</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>219</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">1996-08-20</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">11054</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align target\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">POPLATEK TYDNE</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">60</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">2482</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">148920</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">7246</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">59</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1996</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">C</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>220</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">1994-01-31</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">11111</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align target\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">POPLATEK MESICNE</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">36</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">3004</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">108144</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">7259</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1993</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">A</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>221</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">1998-11-22</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">11317</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align target\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">POPLATEK MESICNE</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">60</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">5291</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">317460</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">7292</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">50</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1997</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">C</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>222</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">1996-12-27</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">11362</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align target\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">POPLATEK MESICNE</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">24</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">5392</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">129408</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">7308</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">67</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1995</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">A</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "  </tbody>\n",
       "</table>\n",
       "\n",
       "  <p>\n",
       "    223 rows x 11 columns<br />\n",
       "    memory usage: 0.02 MB<br />\n",
       "    name: population_test<br />\n",
       "    type: getml.DataFrame<br />\n",
       "    \n",
       "  </p>\n"
      ],
      "text/plain": [
       "name                     date_loan   account_id   default   frequency            ...      amount        loan_id    district_id\n",
       "role                    time_stamp     join_key    target   categorical          ...   numerical   unused_float   unused_float\n",
       "unit   time stamp, comparison only                                               ...       money                              \n",
       "   0                    1996-04-29           19         1   POPLATEK MESICNE     ...       30276           4961             21\n",
       "   1                    1998-10-14           37         1   POPLATEK MESICNE     ...      318480           4967             20\n",
       "   2                    1998-04-19           38         0   POPLATEK TYDNE       ...      110736           4968             19\n",
       "   3                    1997-08-10           97         0   POPLATEK MESICNE     ...      102876           4986             74\n",
       "   4                    1996-11-06          132         0   POPLATEK PO OBRATU   ...       88440           4996             40\n",
       "                               ...          ...       ...   ...                              ...            ...            ...\n",
       " 218                    1995-12-04        11042         0   POPLATEK MESICNE     ...      217152           7243             72\n",
       " 219                    1996-08-20        11054         0   POPLATEK TYDNE       ...      148920           7246             59\n",
       " 220                    1994-01-31        11111         0   POPLATEK MESICNE     ...      108144           7259              1\n",
       " 221                    1998-11-22        11317         0   POPLATEK MESICNE     ...      317460           7292             50\n",
       " 222                    1996-12-27        11362         0   POPLATEK MESICNE     ...      129408           7308             67\n",
       "\n",
       "name   date_account   status       \n",
       "role   unused_float   unused_string\n",
       "unit                               \n",
       "   0           1995   B            \n",
       "   1           1997   D            \n",
       "   2           1997   C            \n",
       "   3           1996   A            \n",
       "   4           1996   A            \n",
       "                ...   ...          \n",
       " 218           1995   A            \n",
       " 219           1996   C            \n",
       " 220           1993   A            \n",
       " 221           1997   C            \n",
       " 222           1995   A            \n",
       "\n",
       "\n",
       "223 rows x 11 columns\n",
       "memory usage: 0.02 MB\n",
       "type: getml.DataFrame"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "population_test"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Peripheral tables\n",
    "\n",
    "- `meta`\n",
    "  - Meta info about the client (card_type, gender, ...)\n",
    "  - Geo-information about the client\n",
    "- `order`\n",
    "  - Permanent orders related to a loan (amount, balance, ...)\n",
    "- `trans`\n",
    "  - Transactions related to a given loan (amount, ...)\n",
    "\n",
    "While the contents of `meta` and `order` are omitted for brevity, here are contents of `trans`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
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       "          <th>name</th>\n",
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       "            <th class=\"sub-header unused_float\">            </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_float\">            </th>\n",
       "          \n",
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       "      </tr>\n",
       "    \n",
       "  </thead>\n",
       "  <tbody>\n",
       "    \n",
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       "        <th>0</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">YZ</td>\n",
       "          \n",
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       "          \n",
       "            <td class=\"categorical\">SIPO</td>\n",
       "          \n",
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       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
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       "              ><span class=\"right\" style=\"width: 1ch\"\n",
       "                >&nbsp;</span\n",
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       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
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       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
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       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">29401</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
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       "        <th>1</th>\n",
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       "              ><span class=\"right\" style=\"width: 1ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
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       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">13943797</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">29403</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
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       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">83084338</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
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       "              \n",
       "          \n",
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       "              <span class=\"left\">29404</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
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       "            <td class=\"join_key\">3</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">CD</td>\n",
       "          \n",
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       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
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       "            \n",
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       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">327</span\n",
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       "          \n",
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       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
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       "          \n",
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       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">29405</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
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       "          \n",
       "            <td class=\"join_key\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 1ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
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       "              <span class=\"left\">...</span\n",
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       "                >&nbsp;</span\n",
       "              >\n",
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       "          \n",
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       "          \n",
       "            <td class=\"char-align unused_float\">\n",
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       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
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       "    \n",
       "      <tr>\n",
       "        <th>6466</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">11362</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">YZ</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">SIPO</td>\n",
       "          \n",
       "        \n",
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       "            \n",
       "              \n",
       "              \n",
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       "              <span class=\"left\">4780</span\n",
       "              ><span class=\"right\" style=\"width: 1ch\"\n",
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       "              >\n",
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       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">70641225</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
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       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">46334</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
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       "    \n",
       "      <tr>\n",
       "        <th>6467</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">11362</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">MN</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
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       "            <td class=\"char-align numerical\">\n",
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       "              ><span class=\"right\" style=\"width: 1ch\"\n",
       "                >&nbsp;</span\n",
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       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
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       "              ><span class=\"right\" style=\"width: 0ch\"\n",
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       "              \n",
       "              \n",
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       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">46335</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
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       "          \n",
       "        \n",
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       "    \n",
       "      <tr>\n",
       "        <th>6468</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">11362</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">ST</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">POJISTNE</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">330</span\n",
       "              ><span class=\"right\" style=\"width: 1ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
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       "              ><span class=\"right\" style=\"width: 0ch\"\n",
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       "              >\n",
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       "          \n",
       "            \n",
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       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">46336</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>6469</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">11362</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">KL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">129</span\n",
       "              ><span class=\"right\" style=\"width: 1ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">20009470</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">46337</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>6470</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">11362</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">MN</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">UVER</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">5392</span\n",
       "              ><span class=\"right\" style=\"width: 1ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">61540514</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">46338</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "  </tbody>\n",
       "</table>\n",
       "\n",
       "  <p>\n",
       "    6471 rows x 6 columns<br />\n",
       "    memory usage: 0.23 MB<br />\n",
       "    name: order<br />\n",
       "    type: getml.DataFrame<br />\n",
       "    \n",
       "  </p>\n"
      ],
      "text/plain": [
       "name   account_id   bank_to       k_symbol         amount     account_to       order_id\n",
       "role     join_key   categorical   categorical   numerical   unused_float   unused_float\n",
       "unit                                                money                              \n",
       "   0            1   YZ            SIPO             2452         87144583          29401\n",
       "   1            2   ST            UVER             3372.7       89597016          29402\n",
       "   2            2   QR            SIPO             7266         13943797          29403\n",
       "   3            3   WX            SIPO             1135         83084338          29404\n",
       "   4            3   CD            NULL              327         24485939          29405\n",
       "              ...   ...           ...                ...             ...            ...\n",
       "6466        11362   YZ            SIPO             4780         70641225          46334\n",
       "6467        11362   MN            NULL               56         78507822          46335\n",
       "6468        11362   ST            POJISTNE          330         40799850          46336\n",
       "6469        11362   KL            NULL              129         20009470          46337\n",
       "6470        11362   MN            UVER             5392         61540514          46338\n",
       "\n",
       "\n",
       "6471 rows x 6 columns\n",
       "memory usage: 0.23 MB\n",
       "type: getml.DataFrame"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "order"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
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       "          <th class=\"time_stamp\">                       date</th>\n",
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       "            <th class=\"sub-header\">   unit</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header time_stamp\">time stamp, comparison only</th>\n",
       "          \n",
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       "            <th class=\"sub-header categorical\">           </th>\n",
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       "          \n",
       "            <th class=\"sub-header categorical\">           </th>\n",
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       "          \n",
       "            <th class=\"sub-header categorical\">             </th>\n",
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       "          \n",
       "            <th class=\"sub-header numerical\">         </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header numerical\">    money</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_float\">            </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_string\">             </th>\n",
       "          \n",
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       "      </tr>\n",
       "    \n",
       "  </thead>\n",
       "  <tbody>\n",
       "    \n",
       "      <tr>\n",
       "        <th>0</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">1995-03-24</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">PRIJEM</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">VKLAD</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1000</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
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       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1000</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
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       "          \n",
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       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
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       "          \n",
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       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
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       "    \n",
       "      <tr>\n",
       "        <th>1</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">1995-04-13</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">PRIJEM</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">AB</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">PREVOD Z UCTU</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">3679</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">4679</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">5</span\n",
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       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">41403269.0</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>2</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">1995-05-13</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">PRIJEM</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">AB</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">PREVOD Z UCTU</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">3679</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">20977</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">6</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">41403269.0</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>3</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">1995-06-13</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">PRIJEM</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">AB</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">PREVOD Z UCTU</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">3679</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">26835</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">7</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">41403269.0</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>4</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">1995-07-13</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">PRIJEM</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">AB</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">PREVOD Z UCTU</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">3679</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">30415</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">8</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">41403269.0</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th></th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>1056315</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">1998-08-31</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">10451</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">PRIJEM</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">UROK</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">62</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">17300</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">3682983</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>1056316</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">1998-09-30</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">10451</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">PRIJEM</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">UROK</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">49</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">13442</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">3682984</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>1056317</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">1998-10-31</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">10451</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">PRIJEM</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">UROK</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">34</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">10118</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">3682985</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>1056318</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">1998-11-30</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">10451</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">PRIJEM</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">UROK</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">26</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">8398</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">3682986</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>1056319</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"time_stamp\">1998-12-31</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">10451</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">PRIJEM</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">UROK</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">42</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">13695</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">3682987</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "  </tbody>\n",
       "</table>\n",
       "\n",
       "  <p>\n",
       "    1056320 rows x 10 columns<br />\n",
       "    memory usage: 67.20 MB<br />\n",
       "    name: trans<br />\n",
       "    type: getml.DataFrame<br />\n",
       "    \n",
       "  </p>\n"
      ],
      "text/plain": [
       "   name                          date   account_id   type          k_symbol      ...   operation          amount     balance\n",
       "   role                    time_stamp     join_key   categorical   categorical   ...   categorical     numerical   numerical\n",
       "   unit   time stamp, comparison only                                            ...                                   money\n",
       "      0                    1995-03-24            1   PRIJEM        NULL          ...   VKLAD                1000        1000\n",
       "      1                    1995-04-13            1   PRIJEM        NULL          ...   PREVOD Z UCTU        3679        4679\n",
       "      2                    1995-05-13            1   PRIJEM        NULL          ...   PREVOD Z UCTU        3679       20977\n",
       "      3                    1995-06-13            1   PRIJEM        NULL          ...   PREVOD Z UCTU        3679       26835\n",
       "      4                    1995-07-13            1   PRIJEM        NULL          ...   PREVOD Z UCTU        3679       30415\n",
       "                                  ...          ...   ...           ...                 ...                   ...         ...\n",
       "1056315                    1998-08-31        10451   PRIJEM        UROK          ...   NULL                   62       17300\n",
       "1056316                    1998-09-30        10451   PRIJEM        UROK          ...   NULL                   49       13442\n",
       "1056317                    1998-10-31        10451   PRIJEM        UROK          ...   NULL                   34       10118\n",
       "1056318                    1998-11-30        10451   PRIJEM        UROK          ...   NULL                   26        8398\n",
       "1056319                    1998-12-31        10451   PRIJEM        UROK          ...   NULL                   42       13695\n",
       "\n",
       "   name       trans_id   account      \n",
       "   role   unused_float   unused_string\n",
       "   unit                               \n",
       "      0              1   NULL         \n",
       "      1              5   41403269.0   \n",
       "      2              6   41403269.0   \n",
       "      3              7   41403269.0   \n",
       "      4              8   41403269.0   \n",
       "                   ...   ...          \n",
       "1056315        3682983   NULL         \n",
       "1056316        3682984   NULL         \n",
       "1056317        3682985   NULL         \n",
       "1056318        3682986   NULL         \n",
       "1056319        3682987   NULL         \n",
       "\n",
       "\n",
       "1056320 rows x 10 columns\n",
       "memory usage: 67.20 MB\n",
       "type: getml.DataFrame"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trans"
   ]
  },
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   "metadata": {},
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    " "
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  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
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       "    border-right: 1px solid LightGray;\n",
       "  }\n",
       "  th.sub-header {\n",
       "    font-weight: normal;\n",
       "    font-style: italic;\n",
       "  }\n",
       "  .join_key,\n",
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       "\n",
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       "    width: 3em;\n",
       "  }\n",
       "  span.right {\n",
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       "  }\n",
       "</style>\n",
       "\n",
       "<table class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      \n",
       "        \n",
       "          <th>name</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"join_key\">account_id</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"categorical\">type_disp  </th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"categorical\">type_card  </th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"categorical\">gender     </th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"categorical\">A3             </th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"numerical\">       A4</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"numerical\">       A5</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"numerical\">       A6</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"numerical\">       A7</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"numerical\">       A8</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"numerical\">       A9</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"numerical\">      A10</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"numerical\">      A11</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"numerical\">      A12</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"numerical\">      A13</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"numerical\">      A14</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"numerical\">      A15</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"numerical\">      A16</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"unused_float\">     disp_id</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"unused_float\">   client_id</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"unused_float\">  birth_date</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"unused_float\"> district_id</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"unused_string\">card_id      </th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"unused_string\">issued       </th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"unused_string\">A2             </th>\n",
       "        \n",
       "      \n",
       "    </tr>\n",
       "    \n",
       "      <tr>\n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header\">role</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header join_key\">  join_key</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">categorical</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">categorical</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">categorical</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header categorical\">categorical    </th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header numerical\">numerical</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header numerical\">numerical</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header numerical\">numerical</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header numerical\">numerical</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header numerical\">numerical</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header numerical\">numerical</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header numerical\">numerical</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header numerical\">numerical</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header numerical\">numerical</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header numerical\">numerical</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header numerical\">numerical</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header numerical\">numerical</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header numerical\">numerical</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_float\">unused_float</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_float\">unused_float</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_float\">unused_float</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_float\">unused_float</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_string\">unused_string</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_string\">unused_string</th>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <th class=\"sub-header unused_string\">unused_string  </th>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "  </thead>\n",
       "  <tbody>\n",
       "    \n",
       "      <tr>\n",
       "        <th>0</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">1</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">OWNER</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\"></td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">F</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">south Bohemia</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">70699</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">60</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">13</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">2</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">4</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">65</span\n",
       "              ><span class=\"right\" style=\"width: 1ch\"\n",
       "                >.3</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">8968</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">2</span\n",
       "              ><span class=\"right\" style=\"width: 1ch\"\n",
       "                >.8</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">3</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.35</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">131</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1740</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1910</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1970</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">18</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Pisek</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>1</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">2</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">OWNER</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\"></td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">M</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">Prague</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1204953</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">100</span\n",
       "              ><span class=\"right\" style=\"width: 1ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">12541</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 1ch\"\n",
       "                >.2</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.43</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">167</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">85677</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">99107</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">2</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">2</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1945</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Hl.m. Praha</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>2</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">2</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">DISPONENT</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\"></td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">F</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">Prague</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1204953</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">100</span\n",
       "              ><span class=\"right\" style=\"width: 1ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">12541</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 1ch\"\n",
       "                >.2</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.43</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">167</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">85677</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">99107</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">3</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">3</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1940</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Hl.m. Praha</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>3</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">3</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">OWNER</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\"></td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">M</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">central Bohemia</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">95616</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">65</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">30</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">4</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">6</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">51</span\n",
       "              ><span class=\"right\" style=\"width: 1ch\"\n",
       "                >.4</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">9307</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">3</span\n",
       "              ><span class=\"right\" style=\"width: 1ch\"\n",
       "                >.8</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">4</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.43</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">118</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">2616</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">3040</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">4</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">4</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1956</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">5</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Kolin</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>4</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">3</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">DISPONENT</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\"></td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">F</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">central Bohemia</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">95616</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">65</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">30</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">4</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">6</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">51</span\n",
       "              ><span class=\"right\" style=\"width: 1ch\"\n",
       "                >.4</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">9307</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">3</span\n",
       "              ><span class=\"right\" style=\"width: 1ch\"\n",
       "                >.8</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">4</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.43</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">118</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">2616</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">3040</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">5</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">5</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1960</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">5</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Kolin</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th></th>\n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 1ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 1ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">...</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">...</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>5364</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">11349</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">OWNER</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\"></td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">F</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">Prague</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1204953</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">100</span\n",
       "              ><span class=\"right\" style=\"width: 1ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">12541</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 1ch\"\n",
       "                >.2</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.43</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">167</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">85677</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">99107</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">13647</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">13955</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1945</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Hl.m. Praha</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>5365</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">11349</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">DISPONENT</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\"></td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">M</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">Prague</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1204953</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">100</span\n",
       "              ><span class=\"right\" style=\"width: 1ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">12541</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 1ch\"\n",
       "                >.2</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.43</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">167</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">85677</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">99107</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">13648</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">13956</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1943</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Hl.m. Praha</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>5366</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">11359</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">OWNER</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">classic</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">M</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">south Moravia</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">117897</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">139</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">28</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">5</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">6</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">53</span\n",
       "              ><span class=\"right\" style=\"width: 1ch\"\n",
       "                >.8</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">8814</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">4</span\n",
       "              ><span class=\"right\" style=\"width: 1ch\"\n",
       "                >.7</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">5</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.74</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">107</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">2112</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">2059</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">13660</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">13968</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1968</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">61</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">1247.0</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">1995-06-13</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Trebic</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>5367</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">11362</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">OWNER</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\"></td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">F</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">north Moravia</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">106054</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">38</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">25</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">6</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">2</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">6</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">63</span\n",
       "              ><span class=\"right\" style=\"width: 1ch\"\n",
       "                >.1</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">8110</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">5</span\n",
       "              ><span class=\"right\" style=\"width: 1ch\"\n",
       "                >.7</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">6</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.55</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">109</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">3244</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">3079</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">13663</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">13971</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1962</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">67</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Bruntal</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>5368</th>\n",
       "        \n",
       "          \n",
       "            <td class=\"join_key\">11382</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">OWNER</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\"></td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">F</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"categorical\">north Moravia</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">323870</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">0</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">1</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">100</span\n",
       "              ><span class=\"right\" style=\"width: 1ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">10673</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">4</span\n",
       "              ><span class=\"right\" style=\"width: 1ch\"\n",
       "                >.7</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "            \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">5</span\n",
       "              ><span class=\"right\" style=\"width: 2ch\"\n",
       "                >.44</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">100</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">18782</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
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       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align numerical\">\n",
       "              <span class=\"left\">18347</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">13690</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">13998</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">1953</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            \n",
       "              \n",
       "              \n",
       "          \n",
       "            <td class=\"char-align unused_float\">\n",
       "              <span class=\"left\">74</span\n",
       "              ><span class=\"right\" style=\"width: 0ch\"\n",
       "                >&nbsp;</span\n",
       "              >\n",
       "            </td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">NULL</td>\n",
       "          \n",
       "        \n",
       "          \n",
       "            <td class=\"unused_string\">Ostrava - mesto</td>\n",
       "          \n",
       "        \n",
       "      </tr>\n",
       "    \n",
       "  </tbody>\n",
       "</table>\n",
       "\n",
       "  <p>\n",
       "    5369 rows x 25 columns<br />\n",
       "    memory usage: 1.05 MB<br />\n",
       "    name: meta<br />\n",
       "    type: getml.DataFrame<br />\n",
       "    \n",
       "  </p>\n"
      ],
      "text/plain": [
       "name   account_id   type_disp     type_card     gender        ...     birth_date    district_id   card_id      \n",
       "role     join_key   categorical   categorical   categorical   ...   unused_float   unused_float   unused_string\n",
       "   0            1   OWNER                       F             ...           1970             18   NULL         \n",
       "   1            2   OWNER                       M             ...           1945              1   NULL         \n",
       "   2            2   DISPONENT                   F             ...           1940              1   NULL         \n",
       "   3            3   OWNER                       M             ...           1956              5   NULL         \n",
       "   4            3   DISPONENT                   F             ...           1960              5   NULL         \n",
       "              ...   ...           ...           ...                          ...            ...   ...          \n",
       "5364        11349   OWNER                       F             ...           1945              1   NULL         \n",
       "5365        11349   DISPONENT                   M             ...           1943              1   NULL         \n",
       "5366        11359   OWNER         classic       M             ...           1968             61   1247.0       \n",
       "5367        11362   OWNER                       F             ...           1962             67   NULL         \n",
       "5368        11382   OWNER                       F             ...           1953             74   NULL         \n",
       "\n",
       "name   issued          A2             \n",
       "role   unused_string   unused_string  \n",
       "   0   NULL            Pisek          \n",
       "   1   NULL            Hl.m. Praha    \n",
       "   2   NULL            Hl.m. Praha    \n",
       "   3   NULL            Kolin          \n",
       "   4   NULL            Kolin          \n",
       "       ...             ...            \n",
       "5364   NULL            Hl.m. Praha    \n",
       "5365   NULL            Hl.m. Praha    \n",
       "5366   1995-06-13      Trebic         \n",
       "5367   NULL            Bruntal        \n",
       "5368   NULL            Ostrava - mesto\n",
       "\n",
       "\n",
       "5369 rows x 25 columns\n",
       "memory usage: 1.05 MB\n",
       "type: getml.DataFrame"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "meta"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 1.3 Define relational model\n",
    "\n",
    "To start with relational learning, we need to specify an abstract data model. Here, we use the [high-level star schema API](https://docs.getml.com/latestapi/getml.data.StarSchema.html) that allows us to define the abstract data model and construct a [container](https://docs.getml.com/latest/api/getml.data.Container.html) with the concrete data at one-go. While a simple `StarSchema` indeed works in many cases, it is not sufficient for more complex data models like schoflake schemas, where you would have to define the data model and construct the container in separate steps, by utilzing getML's [full-fledged data model](https://docs.getml.com/latest/api/getml.data.DataModel.html) and [container](https://docs.getml.com/latest/api/getml.data.Container.html) APIs respectively."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
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       "      </tr>\n",
       "    \n",
       "  </tbody>\n",
       "</table>\n",
       "</div>\n",
       "</div>"
      ],
      "text/plain": [
       "data model\n",
       "\n",
       "  population:\n",
       "    columns:\n",
       "    - frequency: categorical\n",
       "    - account_id: join_key\n",
       "    - duration: numerical\n",
       "    - payments: numerical\n",
       "    - amount: numerical\n",
       "    - ...\n",
       "\n",
       "    joins:\n",
       "    - right: 'trans'\n",
       "      on: (population.account_id, trans.account_id)\n",
       "      time_stamps: (population.date_loan, trans.date)\n",
       "      relationship: 'many-to-many'\n",
       "      lagged_targets: False\n",
       "    - right: 'order'\n",
       "      on: (population.account_id, order.account_id)\n",
       "      relationship: 'many-to-many'\n",
       "      lagged_targets: False\n",
       "    - right: 'meta'\n",
       "      on: (population.account_id, meta.account_id)\n",
       "      relationship: 'many-to-many'\n",
       "      lagged_targets: False\n",
       "\n",
       "  trans:\n",
       "    columns:\n",
       "    - type: categorical\n",
       "    - k_symbol: categorical\n",
       "    - bank: categorical\n",
       "    - operation: categorical\n",
       "    - account_id: join_key\n",
       "    - ...\n",
       "\n",
       "  order:\n",
       "    columns:\n",
       "    - bank_to: categorical\n",
       "    - k_symbol: categorical\n",
       "    - account_id: join_key\n",
       "    - amount: numerical\n",
       "    - account_to: unused_float\n",
       "    - ...\n",
       "\n",
       "  meta:\n",
       "    columns:\n",
       "    - type_disp: categorical\n",
       "    - type_card: categorical\n",
       "    - gender: categorical\n",
       "    - A3: categorical\n",
       "    - account_id: join_key\n",
       "    - ...\n",
       "\n",
       "\n",
       "container\n",
       "\n",
       "  population\n",
       "      subset   name               rows   type     \n",
       "  0   train    population_train    459   DataFrame\n",
       "  1   test     population_test     223   DataFrame\n",
       "\n",
       "  peripheral\n",
       "      name       rows   type     \n",
       "  0   trans   1056320   DataFrame\n",
       "  1   order      6471   DataFrame\n",
       "  2   meta       5369   DataFrame"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "star_schema = getml.data.StarSchema(\n",
    "    train=population_train, test=population_test, alias=\"population\"\n",
    ")\n",
    "\n",
    "star_schema.join(\n",
    "    trans,\n",
    "    on=\"account_id\",\n",
    "    time_stamps=(\"date_loan\", \"date\"),\n",
    ")\n",
    "\n",
    "star_schema.join(\n",
    "    order,\n",
    "    on=\"account_id\",\n",
    ")\n",
    "\n",
    "star_schema.join(\n",
    "    meta,\n",
    "    on=\"account_id\",\n",
    ")\n",
    "\n",
    "star_schema"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Predictive modeling\n",
    "\n",
    "We loaded the data, defined the roles, units and the abstract data model. Next, we create a getML pipeline for relational learning."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.1 getML Pipeline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<!-- #### 2.1.1  -->\n",
    "__Set-up of feature learners, selectors & predictor__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "fast_prop = getml.feature_learning.FastProp(\n",
    "    aggregation=getml.feature_learning.FastProp.agg_sets.All,\n",
    "    loss_function=getml.feature_learning.loss_functions.CrossEntropyLoss,\n",
    "    num_threads=1,\n",
    ")\n",
    "\n",
    "feature_selector = getml.predictors.XGBoostClassifier(n_jobs=1)\n",
    "\n",
    "# the population is really small, so we set gamma to mitigate overfitting\n",
    "predictor = getml.predictors.XGBoostClassifier(gamma=2, n_jobs=1,)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Build the pipeline__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "pipe = getml.pipeline.Pipeline(\n",
    "    data_model=star_schema.data_model,\n",
    "    feature_learners=[fast_prop],\n",
    "    feature_selectors=[feature_selector],\n",
    "    predictors=predictor,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2 Model training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Checking data model...\n",
      "Staging... 100% |██████████| [elapsed: 00:00, remaining: 00:00]          \n",
      "Checking... 100% |██████████| [elapsed: 00:00, remaining: 00:00]          \n",
      "\n",
      "OK.\n",
      "Staging... 100% |██████████| [elapsed: 00:00, remaining: 00:00]          \n",
      "FastProp: Trying 548 features... 100% |██████████| [elapsed: 00:00, remaining: 00:00]          \n",
      "FastProp: Building features... 100% |██████████| [elapsed: 00:00, remaining: 00:00]          \n",
      "XGBoost: Training as feature selector... 100% |██████████| [elapsed: 00:00, remaining: 00:00]          \n",
      "XGBoost: Training as predictor... 100% |██████████| [elapsed: 00:00, remaining: 00:00]          \n",
      "\n",
      "Trained pipeline.\n",
      "Time taken: 0h:0m:0.704911\n",
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<pre>Pipeline(data_model='population',\n",
       "         feature_learners=['FastProp'],\n",
       "         feature_selectors=['XGBoostClassifier'],\n",
       "         include_categorical=False,\n",
       "         loss_function='CrossEntropyLoss',\n",
       "         peripheral=['meta', 'order', 'trans'],\n",
       "         predictors=['XGBoostClassifier'],\n",
       "         preprocessors=[],\n",
       "         share_selected_features=0.5,\n",
       "         tags=['container-3axN99'])</pre>"
      ],
      "text/plain": [
       "Pipeline(data_model='population',\n",
       "         feature_learners=['FastProp'],\n",
       "         feature_selectors=['XGBoostClassifier'],\n",
       "         include_categorical=False,\n",
       "         loss_function='CrossEntropyLoss',\n",
       "         peripheral=['meta', 'order', 'trans'],\n",
       "         predictors=['XGBoostClassifier'],\n",
       "         preprocessors=[],\n",
       "         share_selected_features=0.5,\n",
       "         tags=['container-3axN99'])"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pipe.fit(star_schema.train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.3 Model evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Staging... 100% |██████████| [elapsed: 00:00, remaining: 00:00]          \n",
      "Preprocessing... 100% |██████████| [elapsed: 00:00, remaining: 00:00]          \n",
      "FastProp: Building features... 100% |██████████| [elapsed: 00:00, remaining: 00:00]          \n",
      "\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<style>\n",
       "  th {\n",
       "    text-align: left !important;\n",
       "  }\n",
       "  td {\n",
       "    text-align: left !important;\n",
       "  }\n",
       "  th:nth-child(1) {\n",
       "    text-align: right;\n",
       "    border-right: 1px solid LightGray;\n",
       "  }\n",
       "  th.float {\n",
       "    text-align: right !important;\n",
       "  }\n",
       "  td.float {\n",
       "    text-align: right !important;\n",
       "  }\n",
       "  th.int {\n",
       "    text-align: right !important;\n",
       "  }\n",
       "  td.int {\n",
       "    text-align: right !important;\n",
       "  }\n",
       "</style>\n",
       "\n",
       "<table class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      \n",
       "        \n",
       "          <th class=\"int\"> </th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"datetime\">date time          </th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"str\">set used</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"str\">target </th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"float\">accuracy</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"float\">    auc</th>\n",
       "        \n",
       "      \n",
       "        \n",
       "          <th class=\"float\">cross entropy</th>\n",
       "        \n",
       "      \n",
       "    </tr>\n",
       "    \n",
       "  </thead>\n",
       "  <tbody>\n",
       "    \n",
       "      <tr>\n",
       "        <th>0</th>\n",
       "          \n",
       "            \n",
       "              <td class=\"datetime\">2023-07-29 19:47:53</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"str\">train</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"str\">default</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"float\">1.0</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"float\">1.</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"float\">0.06515</td>\n",
       "            \n",
       "          \n",
       "      </tr>\n",
       "    \n",
       "      <tr>\n",
       "        <th>1</th>\n",
       "          \n",
       "            \n",
       "              <td class=\"datetime\">2023-07-29 19:47:53</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"str\">test</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"str\">default</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"float\">0.9641</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"float\">0.9298</td>\n",
       "            \n",
       "          \n",
       "            \n",
       "              <td class=\"float\">0.15548</td>\n",
       "            \n",
       "          \n",
       "      </tr>\n",
       "    \n",
       "  </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "    date time             set used   target    accuracy       auc   cross entropy\n",
       "0   2023-07-29 19:47:53   train      default     1.0       1.             0.06515\n",
       "1   2023-07-29 19:47:53   test       default     0.9641    0.9298         0.15548"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pipe.score(star_schema.test)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.4 Studying features"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Visualizing the learned features__\n",
    "\n",
    "The feature with the highest importance is:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "```sql\n",
       "DROP TABLE IF EXISTS \"FEATURE_1_39\";\n",
       "\n",
       "CREATE TABLE \"FEATURE_1_39\" AS\n",
       "SELECT Q1( t2.\"balance\" ) AS \"feature_1_39\",\n",
       "       t1.rowid AS rownum\n",
       "FROM \"POPULATION__STAGING_TABLE_1\" t1\n",
       "INNER JOIN \"TRANS__STAGING_TABLE_4\" t2\n",
       "ON t1.\"account_id\" = t2.\"account_id\"\n",
       "WHERE t2.\"date\" <= t1.\"date_loan\"\n",
       "GROUP BY t1.rowid;\n",
       "```"
      ],
      "text/plain": [
       "'DROP TABLE IF EXISTS \"FEATURE_1_39\";\\n\\nCREATE TABLE \"FEATURE_1_39\" AS\\nSELECT Q1( t2.\"balance\" ) AS \"feature_1_39\",\\n       t1.rowid AS rownum\\nFROM \"POPULATION__STAGING_TABLE_1\" t1\\nINNER JOIN \"TRANS__STAGING_TABLE_4\" t2\\nON t1.\"account_id\" = t2.\"account_id\"\\nWHERE t2.\"date\" <= t1.\"date_loan\"\\nGROUP BY t1.rowid;'"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "by_importances = pipe.features.sort(by=\"importances\")\n",
    "by_importances[0].sql"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Feature correlations__\n",
    "\n",
    "We want to analyze how the features are correlated with the target variable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "names, correlations = pipe.features[:50].correlations()\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(20, 10))\n",
    "\n",
    "ax.bar(names, correlations, color=\"#6829c2\")\n",
    "\n",
    "ax.set_title(\"feature correlations\")\n",
    "ax.set_xlabel(\"feature\")\n",
    "ax.set_ylabel(\"correlation\")\n",
    "ax.tick_params(axis=\"x\", rotation=90)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Feature importances__\n",
    "\n",
    "Feature importances are calculated by analyzing the improvement in predictive accuracy on each node of the trees in the XGBoost predictor. They are then normalized, so that all importances add up to 100%."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "names, importances = pipe.features[:50].importances()\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(20, 10))\n",
    "\n",
    "ax.bar(names, importances, color='#6829c2')\n",
    "\n",
    "ax.set_title(\"feature importances\")\n",
    "ax.set_xlabel(\"feature\")\n",
    "ax.set_ylabel(\"importance\")\n",
    "ax.tick_params(axis=\"x\", rotation=90)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Column importances__\n",
    "\n",
    "Because getML uses relational learning, we can apply the principles we used to calculate the feature importances to individual columns as well.\n",
    "\n",
    "As we can see, a lot of the predictive power stems from the account balance. This is unsurprising: People with less money on their bank accounts are more likely to default on their loans."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "names, importances = pipe.columns.importances()\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(20, 10))\n",
    "\n",
    "ax.bar(names, importances, color=\"#6829c2\")\n",
    "\n",
    "ax.set_title(\"column importances\")\n",
    "ax.set_xlabel(\"column\")\n",
    "ax.set_ylabel(\"importance\")\n",
    "ax.tick_params(axis=\"x\", rotation=90)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The most important feature looks as follows:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "```sql\n",
       "DROP TABLE IF EXISTS \"FEATURE_1_39\";\n",
       "\n",
       "CREATE TABLE \"FEATURE_1_39\" AS\n",
       "SELECT Q1( t2.\"balance\" ) AS \"feature_1_39\",\n",
       "       t1.rowid AS rownum\n",
       "FROM \"POPULATION__STAGING_TABLE_1\" t1\n",
       "INNER JOIN \"TRANS__STAGING_TABLE_4\" t2\n",
       "ON t1.\"account_id\" = t2.\"account_id\"\n",
       "WHERE t2.\"date\" <= t1.\"date_loan\"\n",
       "GROUP BY t1.rowid;\n",
       "```"
      ],
      "text/plain": [
       "'DROP TABLE IF EXISTS \"FEATURE_1_39\";\\n\\nCREATE TABLE \"FEATURE_1_39\" AS\\nSELECT Q1( t2.\"balance\" ) AS \"feature_1_39\",\\n       t1.rowid AS rownum\\nFROM \"POPULATION__STAGING_TABLE_1\" t1\\nINNER JOIN \"TRANS__STAGING_TABLE_4\" t2\\nON t1.\"account_id\" = t2.\"account_id\"\\nWHERE t2.\"date\" <= t1.\"date_loan\"\\nGROUP BY t1.rowid;'"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pipe.features.to_sql()[pipe.features.sort(by=\"importances\")[0].name]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "getml.engine.shutdown()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Conclusion"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By applying getML to the PKDD'99 Financial dataset, we were able to show the power and relevance of Relational Learning on a real-world data set. Within a training time below 2 seconds, we outperformed almost all approaches based on manually generated features. This makes getML the prime choice when dealing with complex relational data schemes. This result holds independent of the problem domain since no expertise in the financial sector was used in this analysis.\n",
    "\n",
    "The present analysis could be improved in two directions. By performing an extensive hyperparameter optimization, the out of sample AUC could be further improved. On the other hand, the hyperparameters could be tuned to produce less complex features that result in worse performance (in terms of AUC) but are better interpretable by humans."
   ]
  },
  {
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    " ## References\n",
    "\n",
    "Schulte, Oliver, et al. \"A hierarchy of independence assumptions for multi-relational Bayes net classifiers.\" 2013 IEEE Symposium on Computational Intelligence and Data Mining (CIDM). IEEE, 2013."
   ]
  }
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